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Update visualise/rendering.py
Browse files- visualise/rendering.py +33 -161
visualise/rendering.py
CHANGED
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@@ -1,97 +1,54 @@
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import random
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import cv2
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import os
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import tempfile
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import threading
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from subprocess import call
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import numpy as np
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from scipy.io import wavfile
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import pyrender
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import
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from tqdm import tqdm
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# import open3d as o3d
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from data_utils.utils import load_wav_old
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from voca.rendering import render_mesh_helper
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class Struct(object):
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def __init__(self, **kwargs):
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for key, val in kwargs.items():
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setattr(self, key, val)
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-
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def get_sen(i, num_video, i_frame, pos):
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if num_video == 1:
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sen = 'GT'
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elif num_video == 2:
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if i == 0:
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if pos == 1
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sen = 'A'
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elif pos == 2:
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sen = 'B'
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else:
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sen = 'GT'
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else:
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if pos == 1
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sen = 'B'
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elif pos == 2:
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sen = 'A'
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else:
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sen = 'result'
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elif num_video == 3:
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sen = 'sample1'
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elif i == 1:
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sen = 'interpolation'
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else:
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sen = 'sample2'
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elif num_video == 9 or num_video == 16:
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if i == 0
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sen = 'frame '+str(i_frame)
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else:
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sen = 'sample' + str(i)
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elif num_video == 12:
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if i == 0
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sen = 'sample1'
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elif i < 11:
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sen = 'interpolation' + str(i)
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else:
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sen = 'sample2'
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return sen
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def add_image_text(img, text, color=(0,0,255), w=800, h=800):
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font = cv2.FONT_HERSHEY_SIMPLEX
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textsize = cv2.getTextSize(text, font, 8, 2)[0]
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textX = (img.shape[1] - textsize[0]) // 2
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textY = textsize[1] + 10
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# img = img.copy()
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# a = img * 255
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# img = a.transpose(1, 2, 0).astype(np.uint8).copy()
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# cv2.putText(img, '%s' % (text), (textX, textY), font, 1, (0, 0, 0), 2, cv2.LINE_AA)
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# w = int(text)
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# img = img.transpose(1, 2, 0)
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img = np.require(img, dtype='f4', requirements=['O', 'W'])
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img.flags.writeable = True
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img1 = img.copy()
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img1 = cv2.putText(img1, '%s' % (text), (100, 100), font, 4, color, 2, 1)
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img1 = cv2.rectangle(img1, (0, 0), (w, h), color, thickness=3
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# img1 = img1.transpose(2, 0, 1)
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return img1
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class RenderTool():
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def __init__(self, out_path):
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path = os.path.join(os.getcwd(), 'visualise/smplx/SMPLX_NEUTRAL.npz')
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model_data = np.load(path, allow_pickle=True)
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@@ -102,21 +59,13 @@ class RenderTool():
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os.makedirs(self.out_path)
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def _render_sequences(self, cur_wav_file, v_list, j=-1, stand=False, face=False, whole_body=False, run_in_parallel=False, transcript=None):
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# import sys
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# if sys.platform == 'win32':
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symbol = '/'
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# symbol = '\\'
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print("Render {} {} sequence.".format(cur_wav_file.split(symbol)[-2],cur_wav_file.split(symbol)[-1]))
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if run_in_parallel:
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thread = threading.Thread(target=self._render_helper, args=(cur_wav_file, v_list))
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thread.start()
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thread.join()
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else:
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# directory = os.path.join(self.out_path, cur_wav_file.split(symbol)[-2])
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# if not os.path.exists(directory):
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# os.makedirs(directory)
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# video_fname = os.path.join(directory, '%s.mp4' % cur_wav_file.split(symbol)[-1].split('.')[-2])
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directory = os.path.join(self.out_path, cur_wav_file.split(symbol)[2].split(symbol)[0])
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if not os.path.exists(directory):
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os.makedirs(directory)
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@@ -131,119 +80,53 @@ class RenderTool():
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def _render_sequences_helper(self, video_fname, cur_wav_file, v_list, stand, face, whole_body, transcript):
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num_frames = v_list[0].shape[0]
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# dataset is inverse
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for v in v_list:
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v = v.reshape(v.shape[0], -1, 3)
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v[:, :, 1] = -v[:, :, 1]
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v[:, :, 2] = -v[:, :, 2]
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viewport_height = 800
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z_offset = 1.0
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num_video = len(v_list)
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if num_video == 1:
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width, height = 800, 800
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elif num_video == 2:
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width, height = 1600, 800
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elif num_video == 3:
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width, height = 2400, 800
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elif num_video == 9:
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width, height = 2400, 2400
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elif num_video == 12:
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width, height = 3200, 2400
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elif num_video == 16:
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width, height = 3200, 3200
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elif num_video == 18:
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width, height = 4800, 2400
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if whole_body:
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width, height = 800, 1440
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viewport_height = 1440
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z_offset = 1.8
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sr = 22000
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audio, sr = librosa.load(cur_wav_file, sr=16000)
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tmp_audio_file = tempfile.NamedTemporaryFile('w', suffix='.wav', dir=os.path.dirname(video_fname))
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tmp_audio_file.close()
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wavfile.write(tmp_audio_file.name, sr, audio)
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tmp_video_file = tempfile.NamedTemporaryFile('w', suffix='.mp4', dir=os.path.dirname(video_fname))
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tmp_video_file.close()
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if int(cv2.__version__[0]) < 3:
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print('cv2 < 3')
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writer = cv2.VideoWriter(tmp_video_file.name, cv2.cv.CV_FOURCC(*'mp4v'), 30, (width, height), True)
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else:
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print('cv2 >= 3')
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writer = cv2.VideoWriter(tmp_video_file.name, cv2.VideoWriter_fourcc(*'mp4v'), 30, (width, height), True)
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# pos = random.randint(1, 2)
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# video_fname = list(video_fname)
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# video_fname.insert(-4, str(pos))
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# video_fname = ''.join(video_fname)
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pos = 1
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for i_frame in tqdm(range(num_frames)):
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# pyrender.Viewer(scene)
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cur_img = []
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for i in range(len(v_list)):
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img = render_mesh_helper((v_list[i][i_frame], self.f), center,
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r=r, xmag=0.15, y=1, z=1.0, camera='o')
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else:
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img = render_mesh_helper((v_list[i][i_frame], self.f), center, camera='o', r=r, y=0.7, z_offset=z_offset)
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# sen = get_sen(i, num_video, i_frame, pos)
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# if transcript is not None:
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# sen = str(int(transcript[i_frame].item()))
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# else:
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# sen = ' '
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# img = add_image_text(img, sen)
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cur_img.append(img)
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if num_video
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final_img = cur_img[0].astype(np.uint8)
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elif num_video == 2:
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final_img = np.hstack((cur_img[0], cur_img[1])).astype(np.uint8)
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elif num_video == 3:
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final_img = np.hstack((cur_img[0], cur_img[1], cur_img[2])).astype(np.uint8)
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elif num_video == 9:
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img_vert_0 = np.hstack((cur_img[0], cur_img[1], cur_img[2])).astype(np.uint8)
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img_vert_1 = np.hstack((cur_img[3], cur_img[4], cur_img[5])).astype(np.uint8)
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img_vert_2 = np.hstack((cur_img[6], cur_img[7], cur_img[8])).astype(np.uint8)
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final_img = np.vstack((img_vert_0, img_vert_1, img_vert_2)).astype(np.uint8)
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elif num_video == 12:
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img_vert_0 = np.hstack((cur_img[0], cur_img[1], cur_img[2], cur_img[3])).astype(np.uint8)
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img_vert_1 = np.hstack((cur_img[4], cur_img[5], cur_img[6], cur_img[7])).astype(np.uint8)
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img_vert_2 = np.hstack((cur_img[8], cur_img[9], cur_img[10], cur_img[11])).astype(np.uint8)
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final_img = np.vstack((img_vert_0, img_vert_1, img_vert_2)).astype(np.uint8)
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elif num_video == 16:
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img_vert_0 = np.hstack((cur_img[0], cur_img[1], cur_img[2], cur_img[3])).astype(np.uint8)
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img_vert_1 = np.hstack((cur_img[4], cur_img[5], cur_img[6], cur_img[7])).astype(np.uint8)
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img_vert_2 = np.hstack((cur_img[8], cur_img[9], cur_img[10], cur_img[11])).astype(np.uint8)
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img_vert_3 = np.hstack((cur_img[12], cur_img[13], cur_img[14], cur_img[15])).astype(np.uint8)
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final_img = np.vstack((img_vert_0, img_vert_1, img_vert_2, img_vert_3)).astype(np.uint8)
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elif num_video == 18:
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img_vert_0 = np.hstack((cur_img[0], cur_img[1], cur_img[2], cur_img[3], cur_img[4], cur_img[5])).astype(np.uint8)
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img_vert_1 = np.hstack((cur_img[6], cur_img[7], cur_img[8], cur_img[9], cur_img[10], cur_img[11])).astype(np.uint8)
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img_vert_2 = np.hstack((cur_img[12], cur_img[13], cur_img[14], cur_img[15], cur_img[16], cur_img[17])).astype(
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np.uint8)
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final_img = np.vstack((img_vert_0, img_vert_1, img_vert_2)).astype(np.uint8)
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# final_img = add_image_text(final_img, 'frame'+str(i_frame), w=width, h=height)
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writer.write(final_img)
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writer.release()
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cmd = ('ffmpeg
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tmp_audio_file.name, tmp_video_file.name, video_fname)).split()
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# cmd = ('ffmpeg' + '-i {0} -vcodec h264 -ac 2 -channel_layout stereo -pix_fmt yuv420p {1}'.format(
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# tmp_video_file.name, video_fname)).split()
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call(cmd)
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os.remove(tmp_audio_file.name)
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os.remove(tmp_video_file.name)
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def _render_continuity(self, cur_wav_file, pred, frame, run_in_parallel=False):
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if run_in_parallel:
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thread = threading.Thread(target=self._render_helper, args=(cur_wav_file, pred))
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thread.start()
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self._render_helper2(cur_wav_file, pred, frame)
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def _render_helper2(self, cur_wav_file, pred, frame):
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if not os.path.exists(directory):
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os.makedirs(directory)
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video_fname = os.path.join(directory, '%s.mp4' % cur_wav_file.split(symbol)[-1].split('.')[-2].split(
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self._render_sequences_helper2(video_fname, cur_wav_file, pred, frame)
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def _render_sequences_helper2(self, video_fname, cur_wav_file, pred, frame):
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num_frames = pred.shape[0]
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pred = pred.reshape(pred.shape[0], -1, 3)
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pred[:, :, 1] = -pred[:, :, 1]
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pred[:, :, 2] = -pred[:, :, 2]
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sr = 22000
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audio, sr = load_wav_old(cur_wav_file, sr=sr)
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tmp_audio_file = tempfile.NamedTemporaryFile('w', suffix='.wav', dir=os.path.dirname(video_fname))
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tmp_audio_file.close()
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wavfile.write(tmp_audio_file.name, sr, audio)
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tmp_video_file = tempfile.NamedTemporaryFile('w', suffix='.mp4', dir=os.path.dirname(video_fname))
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tmp_video_file.close()
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writer = cv2.VideoWriter(tmp_video_file.name, cv2.cv.CV_FOURCC(*'mp4v'), 15, (190, 800), True)
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else:
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print('cv2 >= 3')
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writer = cv2.VideoWriter(tmp_video_file.name, cv2.VideoWriter_fourcc(*'mp4v'), 30, (800, 800), True)
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center = np.mean(pred[0], axis=0)
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r =
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for i_frame in tqdm(range(num_frames)):
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color = (0,255,0)
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else:
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sen = 'sequence 2'
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color = (0, 0, 255)
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pred_img = render_mesh_helper(Mesh(pred[i_frame], self.template_mesh.f), center, camera='o',r=r, y=0.7)
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pred_img = add_image_text(pred_img, sen, color)
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pred_img = pred_img.astype(np.uint8)
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writer.write(pred_img)
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writer.release()
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cmd = ('ffmpeg
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tmp_audio_file.name, tmp_video_file.name, video_fname)).split()
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call(cmd)
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os.remove(tmp_audio_file.name)
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os.remove(tmp_video_file.name)
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import random
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import cv2
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import os
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import tempfile
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import threading
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from subprocess import call
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import numpy as np
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from scipy.io import wavfile
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from pyrender import OffscreenRenderer, DirectionalLight, Scene, Mesh
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import trimesh
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from PIL import Image
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import librosa
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from tqdm import tqdm
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from data_utils.utils import load_wav_old
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from voca.rendering import render_mesh_helper
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class Struct(object):
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def __init__(self, **kwargs):
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for key, val in kwargs.items():
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setattr(self, key, val)
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def get_sen(i, num_video, i_frame, pos):
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if num_video == 1:
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sen = 'GT'
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elif num_video == 2:
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if i == 0:
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sen = 'A' if pos == 1 else 'B'
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else:
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sen = 'B' if pos == 1 else 'A'
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elif num_video == 3:
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sen = ['sample1', 'interpolation', 'sample2'][i]
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elif num_video == 9 or num_video == 16:
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sen = 'frame ' + str(i_frame) if i == 0 else 'sample' + str(i)
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elif num_video == 12:
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sen = 'sample1' if i == 0 else 'sample2' if i == 11 else 'interpolation' + str(i)
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return sen
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def add_image_text(img, text, color=(0,0,255), w=800, h=800):
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font = cv2.FONT_HERSHEY_SIMPLEX
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img = np.require(img, dtype='f4', requirements=['O', 'W'])
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img.flags.writeable = True
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img1 = img.copy()
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img1 = cv2.putText(img1, '%s' % (text), (100, 100), font, 4, color, 2, 1)
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img1 = cv2.rectangle(img1, (0, 0), (w, h), color, thickness=3)
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return img1
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+
class RenderTool:
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def __init__(self, out_path):
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path = os.path.join(os.getcwd(), 'visualise/smplx/SMPLX_NEUTRAL.npz')
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model_data = np.load(path, allow_pickle=True)
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os.makedirs(self.out_path)
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def _render_sequences(self, cur_wav_file, v_list, j=-1, stand=False, face=False, whole_body=False, run_in_parallel=False, transcript=None):
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symbol = '/'
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print("Render {} {} sequence.".format(cur_wav_file.split(symbol)[-2], cur_wav_file.split(symbol)[-1]))
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if run_in_parallel:
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thread = threading.Thread(target=self._render_helper, args=(cur_wav_file, v_list))
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thread.start()
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thread.join()
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else:
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directory = os.path.join(self.out_path, cur_wav_file.split(symbol)[2].split(symbol)[0])
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if not os.path.exists(directory):
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os.makedirs(directory)
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def _render_sequences_helper(self, video_fname, cur_wav_file, v_list, stand, face, whole_body, transcript):
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num_frames = v_list[0].shape[0]
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for v in v_list:
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v = v.reshape(v.shape[0], -1, 3)
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v[:, :, 1] = -v[:, :, 1]
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v[:, :, 2] = -v[:, :, 2]
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+
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| 88 |
viewport_height = 800
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z_offset = 1.0
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num_video = len(v_list)
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+
width, height = (800, 800) if num_video == 1 else (1600, 800) if num_video == 2 else (2400, 800)
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| 93 |
if whole_body:
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| 94 |
width, height = 800, 1440
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| 95 |
viewport_height = 1440
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| 96 |
z_offset = 1.8
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| 97 |
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| 98 |
audio, sr = librosa.load(cur_wav_file, sr=16000)
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| 99 |
tmp_audio_file = tempfile.NamedTemporaryFile('w', suffix='.wav', dir=os.path.dirname(video_fname))
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| 100 |
tmp_audio_file.close()
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| 101 |
wavfile.write(tmp_audio_file.name, sr, audio)
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| 102 |
tmp_video_file = tempfile.NamedTemporaryFile('w', suffix='.mp4', dir=os.path.dirname(video_fname))
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| 103 |
tmp_video_file.close()
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| 104 |
|
| 105 |
+
writer = cv2.VideoWriter(tmp_video_file.name, cv2.VideoWriter_fourcc(*'mp4v'), 30, (width, height), True)
|
| 106 |
|
| 107 |
+
center = np.mean(v_list[0][0], axis=0)
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| 108 |
|
| 109 |
+
r = OffscreenRenderer(viewport_width=800, viewport_height=viewport_height)
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|
| 110 |
|
| 111 |
for i_frame in tqdm(range(num_frames)):
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|
| 112 |
cur_img = []
|
| 113 |
for i in range(len(v_list)):
|
| 114 |
+
img = render_mesh_helper((v_list[i][i_frame], self.f), center, r=r, camera='o', y=0.7, z_offset=z_offset)
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|
| 115 |
cur_img.append(img)
|
| 116 |
|
| 117 |
+
final_img = np.hstack(cur_img).astype(np.uint8) if num_video in [2, 3] else cur_img[0].astype(np.uint8)
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|
| 118 |
writer.write(final_img)
|
| 119 |
writer.release()
|
| 120 |
|
| 121 |
+
cmd = ('ffmpeg -i {0} -i {1} -vcodec h264 -ac 2 -channel_layout stereo -pix_fmt yuv420p {2}'.format(
|
| 122 |
tmp_audio_file.name, tmp_video_file.name, video_fname)).split()
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|
| 123 |
call(cmd)
|
| 124 |
os.remove(tmp_audio_file.name)
|
| 125 |
os.remove(tmp_video_file.name)
|
| 126 |
|
| 127 |
def _render_continuity(self, cur_wav_file, pred, frame, run_in_parallel=False):
|
| 128 |
+
symbol = '/'
|
| 129 |
+
print("Render {} {} sequence.".format(cur_wav_file.split(symbol)[-2], cur_wav_file.split(symbol)[-1]))
|
| 130 |
if run_in_parallel:
|
| 131 |
thread = threading.Thread(target=self._render_helper, args=(cur_wav_file, pred))
|
| 132 |
thread.start()
|
|
|
|
| 135 |
self._render_helper2(cur_wav_file, pred, frame)
|
| 136 |
|
| 137 |
def _render_helper2(self, cur_wav_file, pred, frame):
|
| 138 |
+
symbol = '/'
|
| 139 |
+
directory = os.path.join(self.out_path, cur_wav_file.split(symbol)[2].split(symbol)[0])
|
| 140 |
if not os.path.exists(directory):
|
| 141 |
os.makedirs(directory)
|
| 142 |
+
video_fname = os.path.join(directory, '%s.mp4' % cur_wav_file.split(symbol)[-1].split('.')[-2].split(symbol)[-1])
|
| 143 |
self._render_sequences_helper2(video_fname, cur_wav_file, pred, frame)
|
| 144 |
|
| 145 |
def _render_sequences_helper2(self, video_fname, cur_wav_file, pred, frame):
|
|
|
|
| 146 |
num_frames = pred.shape[0]
|
| 147 |
pred = pred.reshape(pred.shape[0], -1, 3)
|
| 148 |
|
| 149 |
pred[:, :, 1] = -pred[:, :, 1]
|
| 150 |
pred[:, :, 2] = -pred[:, :, 2]
|
| 151 |
|
| 152 |
+
audio, sr = load_wav_old(cur_wav_file, sr=22000)
|
|
|
|
| 153 |
tmp_audio_file = tempfile.NamedTemporaryFile('w', suffix='.wav', dir=os.path.dirname(video_fname))
|
| 154 |
tmp_audio_file.close()
|
| 155 |
wavfile.write(tmp_audio_file.name, sr, audio)
|
| 156 |
tmp_video_file = tempfile.NamedTemporaryFile('w', suffix='.mp4', dir=os.path.dirname(video_fname))
|
| 157 |
tmp_video_file.close()
|
| 158 |
+
|
| 159 |
+
writer = cv2.VideoWriter(tmp_video_file.name, cv2.VideoWriter_fourcc(*'mp4v'), 30, (800, 800), True)
|
|
|
|
|
|
|
|
|
|
|
|
|
| 160 |
|
| 161 |
center = np.mean(pred[0], axis=0)
|
| 162 |
|
| 163 |
+
r = OffscreenRenderer(viewport_width=800, viewport_height=800)
|
| 164 |
|
| 165 |
for i_frame in tqdm(range(num_frames)):
|
| 166 |
+
pred_img = render_mesh_helper((pred[i_frame], self.f), center, camera='o', r=r, y=0.7)
|
| 167 |
+
pred_img = add_image_text(pred_img, 'frame{}'.format(i_frame))
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 168 |
pred_img = pred_img.astype(np.uint8)
|
| 169 |
writer.write(pred_img)
|
| 170 |
writer.release()
|
| 171 |
|
| 172 |
+
cmd = ('ffmpeg -i {0} -i {1} -vcodec h264 -ac 2 -channel_layout stereo -pix_fmt yuv420p {2}'.format(
|
| 173 |
tmp_audio_file.name, tmp_video_file.name, video_fname)).split()
|
| 174 |
call(cmd)
|
| 175 |
os.remove(tmp_audio_file.name)
|
| 176 |
+
os.remove(tmp_video_file.name)
|